{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "GDP（国内生产总值）：衡量一个国家经济总量的重要指标，可以分为名义GDP和实际GDP。\n",
    "**GDP（国内生产总值）**是衡量一个国家或地区经济总量的指标，它反映了在一定时间内（通常是一个季度或一年）所有最终商品和服务的市场价值。根据不同的计算方法，GDP可以从四个主要方面进行衡量：\n",
    "1. 支出法（需求法）\n",
    "支出法是通过计算经济中所有参与支出的总量来衡量GDP。这种方法通过以下四个方面的支出总和来计算：\n",
    "消费支出（C）：包括家庭和个人对商品和服务的购买支出，如食品、衣物、医疗、教育等消费。\n",
    "投资支出（I）：包括企业和政府对资本品（如设备、建筑物、软件、库存等）的投资支出。也包括企业购置固定资产、存货变化等。\n",
    "政府支出（G）：政府用于公共服务和基础设施建设的支出，如教育、医疗、国防、公共交通等。\n",
    "净出口（NX）：出口（X）减去进口（M），即一个国家对外部经济的净需求。净出口如果为正，表示出口大于进口；如果为负，表示进口大于出口。\n",
    "公式：\n",
    "GDP=C+I+G+(X−M)\\text{GDP} = C + I + G + (X - M)GDP=C+I+G+(X−M)\n",
    "2. 生产法（产值法）\n",
    "生产法是通过各个行业的产值来衡量GDP。它计算各个行业（如农业、工业、服务业）的总产值，然后减去中间产品的价值，得到最终产品的总值。这种方法通过各行业的增加值来衡量经济活动，避免重复计算。\n",
    "公式：\n",
    "GDP=∑各行业增加值\\text{GDP} = \\sum \\text{各行业增加值}GDP=∑各行业增加值\n",
    "3. 收入法（分配法）\n",
    "收入法是从生产过程中各个因素收入的角度来衡量GDP。它通过计算在生产过程中，劳动者、资本家、政府等各类经济主体从生产活动中获得的收入。主要包括：\n",
    "工资收入：劳动者从工作中获得的收入。\n",
    "利息收入：资本所有者（如银行、投资者）从资本投入中获得的回报。\n",
    "租金收入：不动产的拥有者从土地、房产中获得的收入。\n",
    "企业利润：企业所有者从生产经营活动中获得的净利润。\n",
    "间接税减补贴：政府通过税收和补贴的方式对生产活动进行干预。\n",
    "公式：\n",
    "GDP=工资+利息+租金+企业利润+间接税 - 补贴\\text{GDP} = \\text{工资} + \\text{利息} + \\text{租金} + \\text{企业利润} + \\text{间接税 - 补贴}GDP=工资+利息+租金+企业利润+间接税 - 补贴\n",
    "4. 收入分配法（要素法）\n",
    "收入分配法是基于收入在不同经济要素之间分配来计算GDP。其重点是计算生产过程中资源（如劳动、土地、资本）的收入分配情况。\n",
    "劳动要素收入：指工资、薪酬等劳动报酬。\n",
    "资本要素收入：包括利息、企业利润等。\n",
    "土地要素收入：指租金收入。\n",
    "这四个方面的支出、生产、收入和要素分配相互联系和交织，从不同角度综合反映了一个国家的经济活动和总量。\n",
    "总结\n",
    "支出法：从需求侧出发，计算经济中所有的支出。\n",
    "生产法：从供给侧出发，计算各个行业的增加值。\n",
    "收入法：从收入分配的角度出发，计算生产过程中所有要素获得的收入。\n",
    "收入分配法：强调各个生产要素的收入分配，通常与收入法相关联。\n",
    "这些方法理论上应该得出相同的GDP值，实际应用中可能存在统计差异和误差。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           商品          日期   今值  预测值   前值\n",
      "56  中国GDP年率报告  2024-07-15  4.7  5.1  5.3\n",
      "57  中国GDP年率报告  2024-10-18  4.6  4.6  4.7\n",
      "58  中国GDP年率报告  2025-01-17  5.4  5.0  4.6\n",
      "59  中国GDP年率报告  2025-04-16  5.4  5.2  5.4\n",
      "60  中国GDP年率报告  2025-07-15  NaN  NaN  5.4\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# 获取中国年度GDP数据\n",
    "gdp_data = ak.macro_china_gdp_yearly().tail(4 * 6)\n",
    "\n",
    "# 查看数据的前几行\n",
    "print(gdp_data.tail())\n",
    "\n",
    "# 数据预处理：将'日期'列转换为日期格式，并将'今值'列转换为浮动类型\n",
    "gdp_data['日期'] = pd.to_datetime(gdp_data['日期'], format='%Y')\n",
    "gdp_data['今值'] = pd.to_numeric(gdp_data['今值'], errors='coerce')\n",
    "\n",
    "# 绘制曲线图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(gdp_data['日期'], gdp_data['今值'], marker='o', linestyle='-', color='b', label='今值')\n",
    "\n",
    "# 设置图表标题和标签\n",
    "plt.title('中国季度今值', fontsize=16)\n",
    "plt.xlabel('日期', fontsize=12)\n",
    "plt.ylabel('今值 (%)', fontsize=12)\n",
    "\n",
    "# 设置x轴刻度\n",
    "plt.xticks(gdp_data['日期'], rotation=-90)\n",
    "\n",
    "# 显示网格\n",
    "plt.grid(True)\n",
    "\n",
    "# 显示图表\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进出口顺差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            今值_export  今值_import\n",
      "日期                              \n",
      "2021-03-07       60.6       22.2\n",
      "2021-04-13       30.6       38.1\n",
      "2021-05-07       32.3       43.1\n",
      "2021-06-07       27.9       51.1\n",
      "2021-07-13       32.2       36.7\n",
      "...               ...        ...\n",
      "2025-05-09        8.1       -0.2\n",
      "2025-05-10        NaN        NaN\n",
      "2025-06-09        4.8       -3.4\n",
      "2025-07-12        NaN        NaN\n",
      "2025-07-14        NaN        NaN\n",
      "\n",
      "[71 rows x 2 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "month_count = 72\n",
    "\n",
    "# 获取中国出口同比增长率（以美元计算）\n",
    "exports_yoy = ak.macro_china_exports_yoy().tail(month_count)\n",
    "exports_yoy.set_index('日期', inplace=True)  # 将'日期'设置为索引，且直接修改数据\n",
    "\n",
    "# 获取中国进口同比增长率（以美元计算）\n",
    "imports_yoy = ak.macro_china_imports_yoy().tail(month_count)\n",
    "imports_yoy.set_index('日期', inplace=True)  # 将'日期'设置为索引，且直接修改数据\n",
    "\n",
    "# 确保数据按日期升序排列\n",
    "exports_yoy.sort_index(inplace=True)\n",
    "imports_yoy.sort_index(inplace=True)\n",
    "\n",
    "# 合并数据，确保两者在相同的日期上对齐\n",
    "merged_data = pd.merge(exports_yoy[['今值']], imports_yoy[['今值']], left_index=True, right_index=True, how='inner', suffixes=('_export', '_import'))\n",
    "\n",
    "# 计算进出口顺差\n",
    "trade_balance = merged_data['今值_export'] - merged_data['今值_import']\n",
    "\n",
    "# 绘制进出口顺差曲线图\n",
    "fig, ax = plt.subplots(figsize=(18, 6))\n",
    "\n",
    "# 绘制进出口顺差曲线\n",
    "ax.plot(merged_data.index, trade_balance, marker='o', linestyle='-', color='b', label='进出口顺差 (亿美元)')\n",
    "\n",
    "# 设置标签\n",
    "ax.set_xlabel('日期', fontsize=12)\n",
    "ax.set_ylabel('进出口顺差 (亿美元)', fontsize=12, color='b')\n",
    "ax.tick_params(axis='y', labelcolor='b')\n",
    "\n",
    "# 设置x轴的刻度，显示每6个月的日期\n",
    "ax.set_xticks(merged_data.index[::1])  # 每1个月显示一次日期\n",
    "print(merged_data)\n",
    "ax.set_xticklabels(merged_data.index, rotation=-90)  # 使用 .dt.strftime() 格式化日期并旋转90度\n",
    "ax.grid(True)\n",
    "\n",
    "# 设置图表标题\n",
    "plt.title('中国进出口顺差 (月度)', fontsize=16)\n",
    "\n",
    "# 显示图表\n",
    "fig.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "中国城镇固定资产投资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           月份       当月   同比增长   环比增长     自年初累计\n",
      "0   2025年05月份  44923.0   0.71   2.45  191947.0\n",
      "1   2025年04月份  43850.0   1.13 -13.26  147024.0\n",
      "2   2025年03月份  50555.0   2.76    NaN  103174.0\n",
      "3   2025年02月份      NaN    NaN    NaN   52619.0\n",
      "4   2024年12月份  48535.0  14.95  13.89  514374.0\n",
      "5   2024年11月份  42617.0   2.93  -3.68  465839.0\n",
      "6   2024年10月份  44244.0  -0.29 -10.79  423222.0\n",
      "7   2024年09月份  49593.0   3.33  18.72  378978.0\n",
      "8   2024年08月份  41774.0   1.53  -1.06  329385.0\n",
      "9   2024年07月份  42220.0  -1.32 -26.43  287611.0\n",
      "10  2024年06月份  57385.0   5.69  28.65  245391.0\n",
      "11  2024年05月份  44605.0   7.92   2.87  188006.0\n"
     ]
    }
   ],
   "source": [
    "import akshare as ak\n",
    "\n",
    "macro_china_gdzctz_df = ak.macro_china_gdzctz()\n",
    "print(macro_china_gdzctz_df.head(12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "近3年中国政府支出总额（一般公共预算支出）数据表\n",
    "年份\t政府支出总额（亿元）\t支出增速（同比）\t主要支出领域\n",
    "2021年\t24,230.6\t2.8%\t教育、医疗、社会保障、国防、科技创新等\n",
    "2022年\t26,130.1\t7.8%\t疫情防控、经济刺激、民生保障、社会服务\n",
    "2023年\t28,015.3\t7.2%\t基建投资、社会保障、环保、教育等\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
